Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment
Fuente:
arXiv
Saved in:
| Main Authors: | Song, Zhixue, Han, Boyan, Wang, Yiwei, Zhang, Chi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity
by: Li, Zuoou, et al.
Published: (2025)
by: Li, Zuoou, et al.
Published: (2025)
From Easy to Hard: The MIR Benchmark for Progressive Interleaved Multi-Image Reasoning
by: Du, Hang, et al.
Published: (2025)
by: Du, Hang, et al.
Published: (2025)
Slot-MLLM: Object-Centric Visual Tokenization for Multimodal LLM
by: Chi, Donghwan, et al.
Published: (2025)
by: Chi, Donghwan, et al.
Published: (2025)
Defense-to-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks in Vision-Language Models
by: Zhao, Yunhan, et al.
Published: (2025)
by: Zhao, Yunhan, et al.
Published: (2025)
Visual Position Prompt for MLLM based Visual Grounding
by: Tang, Wei, et al.
Published: (2025)
by: Tang, Wei, et al.
Published: (2025)
Robust MLLM Unlearning via Visual Knowledge Distillation
by: Wang, Yuhang, et al.
Published: (2025)
by: Wang, Yuhang, et al.
Published: (2025)
IPCV: Information-Preserving Compression for MLLM Visual Encoders
by: Chen, Yuan, et al.
Published: (2025)
by: Chen, Yuan, et al.
Published: (2025)
Beyond Visual Safety: Jailbreaking Multimodal Large Language Models for Harmful Image Generation via Semantic-Agnostic Inputs
by: Yu, Mingyu, et al.
Published: (2026)
by: Yu, Mingyu, et al.
Published: (2026)
SafeEditor: Unified MLLM for Efficient Post-hoc T2I Safety Editing
by: Zhang, Ruiyang, et al.
Published: (2025)
by: Zhang, Ruiyang, et al.
Published: (2025)
From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration
by: Shi, Jiaqi, et al.
Published: (2026)
by: Shi, Jiaqi, et al.
Published: (2026)
From Easy to Hard: Learning Curricular Shape-aware Features for Robust Panoptic Scene Graph Generation
by: Shi, Hanrong, et al.
Published: (2024)
by: Shi, Hanrong, et al.
Published: (2024)
LLaVA-OneVision: Easy Visual Task Transfer
by: Li, Bo, et al.
Published: (2024)
by: Li, Bo, et al.
Published: (2024)
Visual Self-Fulfilling Alignment: Shaping Safety-Oriented Personas via Threat-Related Images
by: Yang, Qishun, et al.
Published: (2026)
by: Yang, Qishun, et al.
Published: (2026)
Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks
by: Wang, Han, et al.
Published: (2024)
by: Wang, Han, et al.
Published: (2024)
Ref-Adv: Exploring MLLM Visual Reasoning in Referring Expression Tasks
by: Dong, Qihua, et al.
Published: (2026)
by: Dong, Qihua, et al.
Published: (2026)
When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks for Large Image Editing Models
by: Hou, Jiacheng, et al.
Published: (2026)
by: Hou, Jiacheng, et al.
Published: (2026)
Head Forcing: Long Autoregressive Video Generation via Head Heterogeneity
by: Tian, Jiahao, et al.
Published: (2026)
by: Tian, Jiahao, et al.
Published: (2026)
Cure or Poison? Embedding Instructions Visually Alters Hallucination in Vision-Language Models
by: Wang, Zhaochen, et al.
Published: (2025)
by: Wang, Zhaochen, et al.
Published: (2025)
Informative Text-Image Alignment for Visual Affordance Learning with Foundation Models
by: Zhang, Qian, et al.
Published: (2025)
by: Zhang, Qian, et al.
Published: (2025)
S$^2$-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance
by: Xu, Beining, et al.
Published: (2025)
by: Xu, Beining, et al.
Published: (2025)
Safety Alignment for Vision Language Models
by: Liu, Zhendong, et al.
Published: (2024)
by: Liu, Zhendong, et al.
Published: (2024)
V-Co: A Closer Look at Visual Representation Alignment via Co-Denoising
by: Lin, Han, et al.
Published: (2026)
by: Lin, Han, et al.
Published: (2026)
Hard to See, Hard to Label: Generative and Symbolic Acquisition for Subtle Visual Phenomena
by: Prasad, Renjith, et al.
Published: (2026)
by: Prasad, Renjith, et al.
Published: (2026)
CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning
by: Li, Ming, et al.
Published: (2025)
by: Li, Ming, et al.
Published: (2025)
Re-purposing SAM into Efficient Visual Projectors for MLLM-Based Referring Image Segmentation
by: Yang, Xiaobo, et al.
Published: (2025)
by: Yang, Xiaobo, et al.
Published: (2025)
MDF-MLLM: Deep Fusion Through Cross-Modal Feature Alignment for Contextually Aware Fundoscopic Image Classification
by: Jordan, Jason, et al.
Published: (2025)
by: Jordan, Jason, et al.
Published: (2025)
AIC MLLM: Autonomous Interactive Correction MLLM for Robust Robotic Manipulation
by: Xiong, Chuyan, et al.
Published: (2024)
by: Xiong, Chuyan, et al.
Published: (2024)
Abstractive Visual Understanding of Multi-modal Structured Knowledge: A New Perspective for MLLM Evaluation
by: Zhang, Yichi, et al.
Published: (2025)
by: Zhang, Yichi, et al.
Published: (2025)
A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging Trends
by: Ding, Yihao, et al.
Published: (2025)
by: Ding, Yihao, et al.
Published: (2025)
Beyond Monolithic Rewards: A Hybrid and Multi-Aspect Reward Optimization for MLLM Alignment
by: Gulhane, Radha, et al.
Published: (2025)
by: Gulhane, Radha, et al.
Published: (2025)
Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment
by: Liu, Kai, et al.
Published: (2024)
by: Liu, Kai, et al.
Published: (2024)
LIME: Less Is More for MLLM Evaluation
by: Zhu, King, et al.
Published: (2024)
by: Zhu, King, et al.
Published: (2024)
Personalized Safety Alignment for Text-to-Image Diffusion Models
by: Lei, Yu, et al.
Published: (2025)
by: Lei, Yu, et al.
Published: (2025)
MPerS: Dynamic MLLM MixExperts Perception-Guided Remote Sensing Scene Segmentation
by: Wang, Ziyi, et al.
Published: (2026)
by: Wang, Ziyi, et al.
Published: (2026)
SHAPE : Self-Improved Visual Preference Alignment by Iteratively Generating Holistic Winner
by: Chen, Kejia, et al.
Published: (2025)
by: Chen, Kejia, et al.
Published: (2025)
AD^2-Bench: A Hierarchical CoT Benchmark for MLLM in Autonomous Driving under Adverse Conditions
by: Wei, Zhaoyang, et al.
Published: (2025)
by: Wei, Zhaoyang, et al.
Published: (2025)
Progressive Alignment Degradation Learning for Pansharpening
by: Zhao, Enzhe, et al.
Published: (2025)
by: Zhao, Enzhe, et al.
Published: (2025)
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
by: Yao, Huanjin, et al.
Published: (2024)
by: Yao, Huanjin, et al.
Published: (2024)
FG-CLIP: Fine-Grained Visual and Textual Alignment
by: Xie, Chunyu, et al.
Published: (2025)
by: Xie, Chunyu, et al.
Published: (2025)
HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator
by: Yang, Fan, et al.
Published: (2024)
by: Yang, Fan, et al.
Published: (2024)
Similar Items
-
Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity
by: Li, Zuoou, et al.
Published: (2025) -
From Easy to Hard: The MIR Benchmark for Progressive Interleaved Multi-Image Reasoning
by: Du, Hang, et al.
Published: (2025) -
Slot-MLLM: Object-Centric Visual Tokenization for Multimodal LLM
by: Chi, Donghwan, et al.
Published: (2025) -
Defense-to-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks in Vision-Language Models
by: Zhao, Yunhan, et al.
Published: (2025) -
Visual Position Prompt for MLLM based Visual Grounding
by: Tang, Wei, et al.
Published: (2025)